{"id":"W2807667487","doi":"10.1016/b978-0-12-814978-2.00001-6","title":"Inspired by Life Sciences","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Outreach; Passion; Medical education; Institution; Public relations; Work (physics); Psychology; Dream; Engineering ethics; Pedagogy; Sociology; Political science; Engineering; Medicine; Social psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001060548,0.0003931372,0.0007367585,0.0003929187,0.0002785117,0.00003429681,0.0004858444,0.0003381935,0.002957079],"category_scores_gemma":[0.0002816049,0.0002812883,0.0001980435,0.00006120659,0.002866223,0.00005068017,0.0001616305,0.0005662636,0.001086466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009709731,"about_ca_system_score_gemma":0.001252523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002907218,"about_ca_topic_score_gemma":0.00001022861,"domain_scores_codex":[0.9965223,0.00002235692,0.000465182,0.0007729215,0.001597905,0.0006193448],"domain_scores_gemma":[0.9980039,0.00008306443,0.0001821962,0.0006321702,0.0002703245,0.0008283351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005856092,0.00002171843,0.00006546018,0.0001544845,0.00008217546,0.00007772947,0.0004460491,9.925578e-9,0.0006259923,0.0008730537,0.05881042,0.9387844],"study_design_scores_gemma":[0.0007828653,0.0009268056,0.00005038489,0.0009194022,0.0001248642,0.00005796559,0.00005502926,0.00000790564,0.0003063274,0.001552649,0.9949318,0.0002840173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009354243,0.005358018,0.000002280042,0.0007931464,0.0005785572,0.0007420467,0.0000223522,0.00009670998,0.9914715],"genre_scores_gemma":[0.001529048,0.0006355831,0.0001925012,0.004849976,0.001546896,0.00002362823,0.00002600903,0.0000576778,0.9911387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9385003,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519567301397643,"score_gpt":0.3211987261962384,"score_spread":0.276003053182262,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}